Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Provider network, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-26696	PRV	Edward Duncan	1961-06-25	UHC-59797-84	—	619 Market St, Denver, CO, 80280	0.80	Name re-cased Member ID reformatted ZIP+4 trimmed Placeholder values cleared
PRV-24986	PRV	Noah Morgan	1976-03-20	UHC-82203-05	—	5058 Palm Dr, Nashville, TN, 37274	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-22906	PRV	Paul Marshall	1965-08-08	UHC-73694-41	8956586819	8380 Ocean Ave, Tampa, FL, 33627	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-25285	PRV	Mike S Lynch	1940-03-05	UHC-82219-84	8325494410	4883 Park Pl, Tempe, AZ, 85202	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
PRV-24559	PRV	Noah Bryant	1949-03-15	—	6768815208	8174 Pine Dr, Jacksonville, FL, 32262	0.80	Name re-cased Phone reformatted Street suffix standardised Address re-cased
PRV-28608	PRV	Janet B Myers	1976-03-26	UHC-34234-73	3436329039	1433 Jefferson Ave, Jacksonville, FL, 32206	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-28609	PRV	Janet B Myers	1976-03-26	UHC-34234-73	3436329039	1433 Jefferson Ave, Jacksonville, FL, 32206	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-20418	PRV	Sara W Gommez	2002-04-12	UHC-60271-38	6536545230	5624 Elm St, Columbus, OH, 43298	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-22319	PRV	Jacqueline I Williamson	1953-06-01	—	—	1442 Canyon Rd, Las Vegas, NV, 89162	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-25836	PRV	Beverly Lynch	1991-04-16	—	—	7879 Washington St, Sacramento, CA, 95867	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-20740	PRV	James Delgado	1977-12-02	UHC-33344-70	2208398187	7763 Broadway # 785, Tampa, FL, 33649	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
PRV-20712	PRV	Austin Z Palmer	—	UHC-12179-42	9546747694	8866 Hillcrest Rd, Minneapolis, MN, 55498	0.80	Name re-cased Date of birth unreadable Whitespace trimmed Placeholder values cleared
PRV-22656	PRV	Alan Henry	1984-04-13	UHC-13004-16	6118710311	1586 Maple Ave, Jacksonville, FL, 32243	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-25202	PRV	Heen Thomas	1941-02-13	—	4405197634	3663 Sage Ct, Tempe, AZ, 85295	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
PRV-20206	PRV	Albert Morales	1949-06-03	—	—	4504 Lake View Rd, Gilbert, AZ, 85215	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-22286	PRV	Amy O Elliott	1950-07-18	UHC-43246-58	—	7041 Elm St, Phoenix, AZ, 85070	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-27985	PRV	Billy Rose	1964-03-08	UHC-55154-36	8553123142	5030 Cedar Ln Apt 27, Phoenix, AZ, 85035	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
PRV-21348	PRV	Masun Bowman	1979-01-19	UHC-89875-58	4143894502	1815 Sunset Blvd, Atlanta, GA, 30348	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-28359	PRV	Linda Boyd	1993-03-26	UHC-33993-62	9213191642	3073 Highland Ave, Jacksonville, FL, 32282	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-23035	PRV	Melissa Pattarson	1964-03-08	—	3085738275	64 Elm St, Sacramento, CA, 95845	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-27601	PRV	Alice I Hunter	2006-08-21	—	6005691813	2357 Indian School Rd, Plano, TX, 75062	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-28663	PRV	Anna Harvey	1968-10-09	—	—	3429 Forest Ave Apt 31, Chandler, AZ, 85274	0.80	Name re-cased Unit split from street State code upper-cased Placeholder values cleared
PRV-22877	PRV	Christina Stone	1992-04-11	UHC-37469-45	3259577841	100 Lake View Rd, Columbus, OH	0.80	Name re-cased ZIP missing Whitespace trimmed Placeholder values cleared
PRV-25887	PRV	Santiago P Obrien	1991-08-09	—	4775862551	—	0.80	Name re-cased SSN last four extracted Whitespace trimmed Placeholder values cleared
PRV-21970	PRV	Bryan Espinoza	1994-09-02	UHC-68207-89	2272574323	1947 Lincoln Way, Chandler, AZ, 85275	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-21336	PRV	Debra Merquez	1996-03-18	UHC-56584-90	5879686316	6543 Lincoln Way, Mesa, AZ, 85274	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
PRV-21337	PRV	Debra Merquez	1996-03-18	UHC-56584-90	5879686316	6543 Lincoln Way, Mesa, AZ, 85274	0.80	Name re-cased City re-cased Gender normalised Placeholder values cleared
PRV-25893	PRV	Eric Snyder	1971-01-27	UHC-51431-79	—	4671 Union St, Scottsdale, AZ, 85283	0.80	Name re-cased Gender normalised Plan code upper-cased Placeholder values cleared
PRV-24285	PRV	Martha Bell	1998-07-10	UHC-16336-86	2972550745	8795 Cedar Ln, San Diego, CA, 92145	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-23204	PRV	Larua Z Li	1953-03-28	—	—	6983 Willow Ct, Scottsdale, AZ, 85213	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
PRV-21452	PRV	Richard H Morgan	1955-04-20	—	4133936157	4555 Apache Blvd, Tucson, AZ, 85770	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-27178	PRV	Gerald Sullivan	2000-01-05	UHC-47738-27	2464994450	7655 Desert Sky Blvd, Tucson, AZ, 85772	0.80	Name re-cased Street suffix standardised Address re-cased Placeholder values cleared
PRV-20424	PRV	Arjun Gardner	1987-08-28	—	4878303467	7270 Bayshore Dr, Denver, CO, 80286	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-20425	PRV	Arjun Gardner	1987-08-28	—	4878303467	7270 Bayshore Dr, Denver, CO, 80286	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-24266	PRV	Diana Mendez	1997-04-20	—	3518197282	—	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared
PRV-22163	PRV	Bradley Sims	1941-06-23	—	6972065752	5562 Apache Blvd, Mesa, AZ	0.80	Name re-cased Phone reformatted ZIP missing Placeholder values cleared
PRV-29361	PRV	Freeman Albert	1997-04-04	—	9807218047	4258 Palm Dr, Chandler, AZ, 85267	0.80	Name re-cased Date of birth reformatted Phone reformatted State name converted to code
PRV-21286	PRV	Nicole Smith	1957-12-16	—	—	7305 Canyon Rd, Mesa, AZ, 85226	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-26905	PRV	Carolyn J Martin	—	—	4282790462	5919 Church St, Plano, TX, 75008	0.80	Name re-cased Date of birth missing Phone reformatted Placeholder values cleared
PRV-27428	PRV	Ethan S Sims	1969-05-08	UHC-64045-26	6139380739	6288 Elm St, Plano, TX, 75005	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
PRV-23271	PRV	Roy F Watkins	1955-04-27	UHC-25431-61	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-23270	PRV	Roy F Watkins	1955-04-27	UHC-25431-61	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-23995	PRV	John Greene	1940-07-18	—	7664118050	7982 Mesa Dr, Eden Prairie, MN, 55370	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
PRV-20894	PRV	Marcus Fields	1996-03-03	—	6133079537	8621 Oak St, Nashville, TN, 37241	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
PRV-22690	PRV	Josaph Lewis	1946-01-13	UHC-59337-92	4262786896	6639 Mountain View Dr, Gilbert, AZ, 85244	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
PRV-20778	PRV	Thompson Robert	1976-07-17	UHC-19770-53	—	6258 Camelback Rd # 108, Houston, TX, 77022	0.80	Name re-cased Date of birth reformatted Unit split from street Email lower-cased
PRV-22402	PRV	Emma Dunn	1944-10-28	UHC-06624-87	5116019461	1261 Highland Ave, Denver, CO, 80272	0.80	Name re-cased Phone reformatted Gender normalised Placeholder values cleared
PRV-22013	PRV	Carol Ross	1954-12-21	—	8712557331	1098 Desert Sky Blvd, Tampa, FL, 33623	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
PRV-27753	PRV	Cheryl H Perz	1963-04-01	—	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
PRV-23302	PRV	Alice Simpson	2004-09-19	UHC-94887-78	—	2454 Spring St, Sacramento, CA, 95825	0.80	Name re-cased Gender normalised Whitespace trimmed Placeholder values cleared

3,816 rows, page 55 of 77Previous Next